Overview

Dataset statistics

Number of variables	31
Number of observations	279757
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	746
Duplicate rows (%)	0.3%
Total size in memory	66.2 MiB
Average record size in memory	248.0 B

Variable types

Numeric	30
Categorical	1

Alerts

Dataset has 746 (0.3%) duplicate rows	Duplicates
`Amount` is highly overall correlated with `V2`	High correlation
`Class` is highly overall correlated with `V10` and 6 other fields	High correlation
`V10` is highly overall correlated with `Class`	High correlation
`V11` is highly overall correlated with `Class`	High correlation
`V12` is highly overall correlated with `Class`	High correlation
`V14` is highly overall correlated with `Class`	High correlation
`V16` is highly overall correlated with `Class`	High correlation
`V17` is highly overall correlated with `Class`	High correlation
`V18` is highly overall correlated with `Class`	High correlation
`V2` is highly overall correlated with `Amount`	High correlation
`V21` is highly overall correlated with `V22`	High correlation
`V22` is highly overall correlated with `V21`	High correlation
`Class` is highly imbalanced (98.1%)	Imbalance

Reproduction

Analysis started	2026-01-12 17:56:46.425077
Analysis finished	2026-01-12 17:57:36.663429
Duration	50.24 seconds
Software version	ydata-profiling vv4.18.0
Download configuration	config.json

Time
Real number (ℝ)

Distinct	121757
Distinct (%)	43.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	96486.741

Minimum	4671
Maximum	172792
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.1 MiB

Quantile statistics

Minimum	4671
5-th percentile	29974
Q1	55846
median	86496
Q3	139852
95-th percentile	164271.2
Maximum	172792
Range	168121
Interquartile range (IQR)	84006

Descriptive statistics

Standard deviation	46238.186
Coefficient of variation (CV)	0.47921803
Kurtosis	-1.3662766
Mean	96486.741
Median Absolute Deviation (MAD)	42143
Skewness	-0.0023867597
Sum	2.6992841 × 10¹⁰
Variance	2.1379698 × 10⁹
Monotonicity	Increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
163152	36	< 0.1%
64947	26	< 0.1%
68780	25	< 0.1%
128860	19	< 0.1%
140347	19	< 0.1%
19912	19	< 0.1%
143083	18	< 0.1%
39897	17	< 0.1%
73885	17	< 0.1%
156037	17	< 0.1%
Other values (121747)	279544	99.9%

Value	Count	Frequency (%)
4671	2	< 0.1%
4674	1	< 0.1%
4675	1	< 0.1%
4677	1	< 0.1%
4678	2	< 0.1%
4685	1	< 0.1%
4686	2	< 0.1%
4690	1	< 0.1%
4692	1	< 0.1%
4696	1	< 0.1%

Value	Count	Frequency (%)
172792	1	< 0.1%
172788	2	< 0.1%
172787	1	< 0.1%
172786	1	< 0.1%
172785	1	< 0.1%
172784	1	< 0.1%
172783	1	< 0.1%
172782	2	< 0.1%
172780	1	< 0.1%
172778	1	< 0.1%

V1
Real number (ℝ)

Distinct	270816
Distinct (%)	96.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.0041878621

Minimum	-56.40751
Maximum	2.45493
Zeros	0
Zeros (%)	0.0%
Negative	138461
Negative (%)	49.5%
Memory size	2.1 MiB

Quantile statistics

Minimum	-56.40751
5-th percentile	-2.9084122
Q1	-0.91890428
median	0.02577179
Q3	1.3236696
95-th percentile	2.0830341
Maximum	2.45493
Range	58.86244
Interquartile range (IQR)	2.2425738

Descriptive statistics

Standard deviation	1.9674362
Coefficient of variation (CV)	469.79488
Kurtosis	32.48563
Mean	0.0041878621
Median Absolute Deviation (MAD)	1.192713
Skewness	-3.2920925
Sum	1171.5837
Variance	3.8708052
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.245673819	77	< 0.1%
2.055797006	77	< 0.1%
2.053311214	62	< 0.1%
1.302377965	60	< 0.1%
2.040211058	53	< 0.1%
2.085174876	48	< 0.1%
1.332849312	44	< 0.1%
1.01841182	40	< 0.1%
1.335053154	38	< 0.1%
1.315404172	35	< 0.1%
Other values (270806)	279223	99.8%

Value	Count	Frequency (%)
-56.40750963	1	< 0.1%
-46.8550472	1	< 0.1%
-41.92873752	1	< 0.1%
-40.47014184	1	< 0.1%
-40.0425375	1	< 0.1%
-37.55806711	1	< 0.1%
-37.05429492	1	< 0.1%
-36.80231991	1	< 0.1%
-36.51058317	1	< 0.1%
-35.90510491	1	< 0.1%

Value	Count	Frequency (%)
2.454929991	1	< 0.1%
2.45188849	1	< 0.1%
2.446504985	1	< 0.1%
2.439207481	1	< 0.1%
2.430506781	1	< 0.1%
2.422507732	1	< 0.1%
2.420346134	1	< 0.1%
2.420063784	1	< 0.1%
2.418801755	1	< 0.1%
2.41826698	1	< 0.1%

V2
Real number (ℝ)

High correlation

Distinct	270816
Distinct (%)	96.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.0046239479

Minimum	-72.715728
Maximum	22.057729
Zeros	0
Zeros (%)	0.0%
Negative	132432
Negative (%)	47.3%
Memory size	2.1 MiB

Quantile statistics

Minimum	-72.715728
5-th percentile	-1.9803273
Q1	-0.60381091
median	0.060701356
Q3	0.8012577
95-th percentile	1.8092702
Maximum	22.057729
Range	94.773457
Interquartile range (IQR)	1.4050686

Descriptive statistics

Standard deviation	1.6584769
Coefficient of variation (CV)	-358.67119
Kurtosis	95.685718
Mean	-0.0046239479
Median Absolute Deviation (MAD)	0.70473058
Skewness	-4.6313873
Sum	-1293.5818
Variance	2.7505456
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1669750195	77	< 0.1%
-0.3266677731	77	< 0.1%
0.08973464782	62	< 0.1%
-0.6065293082	60	< 0.1%
-0.1469749748	53	< 0.1%
0.3930505777	48	< 0.1%
0.3891982492	44	< 0.1%
1.036663009	40	< 0.1%
0.3314640264	38	< 0.1%
-0.03357708573	35	< 0.1%
Other values (270806)	279223	99.8%

Value	Count	Frequency (%)
-72.71572756	1	< 0.1%
-63.34469832	1	< 0.1%
-60.46461766	1	< 0.1%
-50.38326913	1	< 0.1%
-48.06085602	1	< 0.1%
-47.42967628	1	< 0.1%
-45.60797256	1	< 0.1%
-44.63924472	1	< 0.1%
-42.17268752	1	< 0.1%
-40.97885223	1	< 0.1%

Value	Count	Frequency (%)
22.05772899	1	< 0.1%
21.46720299	1	< 0.1%
19.16723901	1	< 0.1%
18.90245284	1	< 0.1%
18.18362646	1	< 0.1%
17.93055045	1	< 0.1%
17.41864877	1	< 0.1%
16.71338924	1	< 0.1%
16.69783169	1	< 0.1%
16.4974719	4	< 0.1%

V3
Real number (ℝ)

Distinct	270816
Distinct (%)	96.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.014816477

Minimum	-48.325589
Maximum	9.3825584
Zeros	0
Zeros (%)	0.0%
Negative	127273
Negative (%)	45.5%
Memory size	2.1 MiB

Quantile statistics

Minimum	-48.325589
5-th percentile	-2.4019382
Q1	-0.90880046
median	0.16537975
Q3	1.0154217
95-th percentile	2.0541774
Maximum	9.3825584
Range	57.708148
Interquartile range (IQR)	1.9242222

Descriptive statistics

Standard deviation	1.5198278
Coefficient of variation (CV)	-102.57687
Kurtosis	26.743897
Mean	-0.014816477
Median Absolute Deviation (MAD)	0.9394442
Skewness	-2.2464734
Sum	-4145.0131
Variance	2.3098766
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.4883057426	77	< 0.1%
-2.752040956	77	< 0.1%
-1.681835669	62	< 0.1%
-0.6819861929	60	< 0.1%
-2.955933665	53	< 0.1%
-4.508200532	48	< 0.1%
-2.165596605	44	< 0.1%
-1.689813707	40	< 0.1%
-2.057762777	38	< 0.1%
-1.089984306	35	< 0.1%
Other values (270806)	279223	99.8%

Value	Count	Frequency (%)
-48.32558936	1	< 0.1%
-33.68098402	1	< 0.1%
-32.96534576	1	< 0.1%
-32.45419819	1	< 0.1%
-31.81358595	1	< 0.1%
-31.10368482	1	< 0.1%
-30.55869682	1	< 0.1%
-30.17731746	4	< 0.1%
-30.01371249	1	< 0.1%
-29.46873209	1	< 0.1%

Value	Count	Frequency (%)
9.382558433	1	< 0.1%
4.22610848	1	< 0.1%
4.187810599	1	< 0.1%
4.079167812	1	< 0.1%
4.069864781	1	< 0.1%
4.040465001	1	< 0.1%
4.029428319	1	< 0.1%
3.985446047	1	< 0.1%
3.971380972	1	< 0.1%
3.945275899	1	< 0.1%

V4
Real number (ℝ)

Distinct	270816
Distinct (%)	96.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.00032866446

Minimum	-5.6831712
Maximum	16.875344
Zeros	0
Zeros (%)	0.0%
Negative	141683
Negative (%)	50.6%
Memory size	2.1 MiB

Quantile statistics

Minimum	-5.6831712
5-th percentile	-2.1910013
Q1	-0.84764457
median	-0.021375303
Q3	0.73826817
95-th percentile	2.5686849
Maximum	16.875344
Range	22.558515
Interquartile range (IQR)	1.5859127

Descriptive statistics

Standard deviation	1.4157709
Coefficient of variation (CV)	-4307.6484
Kurtosis	2.6869572
Mean	-0.00032866446
Median Absolute Deviation (MAD)	0.79732548
Skewness	0.68850112
Sum	-91.946183
Variance	2.0044073
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.6353219207	77	< 0.1%
-0.8423160333	77	< 0.1%
0.4542119602	62	< 0.1%
-1.904603396	60	< 0.1%
-0.5783559789	53	< 0.1%
-0.3117706833	48	< 0.1%
-0.3068726238	44	< 0.1%
1.315475833	40	< 0.1%
-0.3461753553	38	< 0.1%
-0.5570873884	35	< 0.1%
Other values (270806)	279223	99.8%

Value	Count	Frequency (%)
-5.683171198	1	< 0.1%
-5.600607141	1	< 0.1%
-5.560117581	1	< 0.1%
-5.519697123	1	< 0.1%
-5.416315392	1	< 0.1%
-5.40167758	1	< 0.1%
-5.266508626	1	< 0.1%
-5.26306793	1	< 0.1%
-5.251491643	1	< 0.1%
-5.231827865	1	< 0.1%

Value	Count	Frequency (%)
16.87534403	1	< 0.1%
16.71553737	1	< 0.1%
16.49121717	1	< 0.1%
15.30418399	1	< 0.1%
13.1436681	1	< 0.1%
13.12914336	1	< 0.1%
12.69954199	1	< 0.1%
12.67275992	1	< 0.1%
12.15501612	1	< 0.1%
12.13232308	1	< 0.1%

V5
Real number (ℝ)

Distinct	270816
Distinct (%)	96.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.9802372 × 10^-5

Minimum	-113.74331
Maximum	34.801666
Zeros	0
Zeros (%)	0.0%
Negative	146169
Negative (%)	52.2%
Memory size	2.1 MiB

Quantile statistics

Minimum	-113.74331
5-th percentile	-1.7051635
Q1	-0.69349017
median	-0.05360078
Q3	0.61508467
95-th percentile	2.0997297
Maximum	34.801666
Range	148.54497
Interquartile range (IQR)	1.3085748

Descriptive statistics

Standard deviation	1.383397
Coefficient of variation (CV)	34756.647
Kurtosis	207.62043
Mean	3.9802372 × 10^-5
Median Absolute Deviation (MAD)	0.65391077
Skewness	-2.4146236
Sum	11.134992
Variance	1.9137873
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.5627766808	77	< 0.1%
2.46307226	77	< 0.1%
0.2983103715	62	< 0.1%
1.326623107	60	< 0.1%
2.609358271	53	< 0.1%
3.510116942	48	< 0.1%
2.641351251	44	< 0.1%
1.698436056	40	< 0.1%
2.583233822	38	< 0.1%
2.0299312	35	< 0.1%
Other values (270806)	279223	99.8%

Value	Count	Frequency (%)
-113.7433067	1	< 0.1%
-42.14789837	1	< 0.1%
-40.4277263	1	< 0.1%
-35.18212031	1	< 0.1%
-31.3567501	1	< 0.1%
-29.73059986	1	< 0.1%
-28.81557695	1	< 0.1%
-28.36378524	1	< 0.1%
-27.75296366	1	< 0.1%
-27.73748743	1	< 0.1%

Value	Count	Frequency (%)
34.80166588	1	< 0.1%
34.09930934	1	< 0.1%
32.9114617	1	< 0.1%
31.45704605	1	< 0.1%
29.16217202	1	< 0.1%
29.01612354	1	< 0.1%
28.76267129	1	< 0.1%
28.51651308	1	< 0.1%
26.64769652	1	< 0.1%
25.60407727	1	< 0.1%

V6
Real number (ℝ)

Distinct	270816
Distinct (%)	96.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.0032231293

Minimum	-26.160506
Maximum	73.301626
Zeros	0
Zeros (%)	0.0%
Negative	173777
Negative (%)	62.1%
Memory size	2.1 MiB

Quantile statistics

Minimum	-26.160506
5-th percentile	-1.4088728
Q1	-0.76996577
median	-0.27652857
Q3	0.39518402
95-th percentile	3.1493274
Maximum	73.301626
Range	99.462131
Interquartile range (IQR)	1.1651498

Descriptive statistics

Standard deviation	1.3314252
Coefficient of variation (CV)	-413.08463
Kurtosis	43.256604
Mean	-0.0032231293
Median Absolute Deviation (MAD)	0.55910524
Skewness	1.8252129
Sum	-901.69299
Variance	1.7726931
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-1.011072616	77	< 0.1%
3.173856423	77	< 0.1%
-0.9535260864	62	< 0.1%
3.436312447	60	< 0.1%
3.142641531	53	< 0.1%
2.45329922	48	< 0.1%
2.808083764	44	< 0.1%
0.528806549	40	< 0.1%
2.854101997	38	< 0.1%
3.268129626	35	< 0.1%
Other values (270806)	279223	99.8%

Value	Count	Frequency (%)
-26.16050594	1	< 0.1%
-23.49671393	1	< 0.1%
-21.92931229	1	< 0.1%
-21.24875162	1	< 0.1%
-20.86962619	1	< 0.1%
-20.36783638	1	< 0.1%
-20.05461547	1	< 0.1%
-19.99634854	1	< 0.1%
-17.92727412	1	< 0.1%
-17.57483526	1	< 0.1%

Value	Count	Frequency (%)
73.30162555	1	< 0.1%
23.91783713	1	< 0.1%
22.52929847	1	< 0.1%
21.55049619	1	< 0.1%
21.30773787	1	< 0.1%
21.1901941	1	< 0.1%
20.37952437	1	< 0.1%
18.07203126	1	< 0.1%
17.0199344	1	< 0.1%
16.6140541	1	< 0.1%

V7
Real number (ℝ)

Distinct	270816
Distinct (%)	96.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.00072294573

Minimum	-43.557242
Maximum	120.58949
Zeros	0
Zeros (%)	0.0%
Negative	133527
Negative (%)	47.7%
Memory size	2.1 MiB

Quantile statistics

Minimum	-43.557242
5-th percentile	-1.4392901
Q1	-0.55532032
median	0.039764877
Q3	0.57015566
95-th percentile	1.412552
Maximum	120.58949
Range	164.14674
Interquartile range (IQR)	1.125476

Descriptive statistics

Standard deviation	1.2401428
Coefficient of variation (CV)	-1715.4024
Kurtosis	406.6553
Mean	-0.00072294573
Median Absolute Deviation (MAD)	0.56270594
Skewness	2.5119239
Sum	-202.24913
Variance	1.5379543
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.01495266147	77	< 0.1%
-0.432125924	77	< 0.1%
0.1520025453	62	< 0.1%
-1.145126827	60	< 0.1%
-0.4168828412	53	< 0.1%
0.220468581	48	< 0.1%
-0.1716266361	44	< 0.1%
0.3317145024	40	< 0.1%
-0.1875473373	38	< 0.1%
-0.5349938273	35	< 0.1%
Other values (270806)	279223	99.8%

Value	Count	Frequency (%)
-43.55724157	1	< 0.1%
-41.50679608	1	< 0.1%
-37.06031146	1	< 0.1%
-33.23932817	1	< 0.1%
-31.76494649	1	< 0.1%
-31.19732855	4	< 0.1%
-28.21511205	1	< 0.1%
-28.01129291	1	< 0.1%
-26.54814377	1	< 0.1%
-24.41948294	1	< 0.1%

Value	Count	Frequency (%)
120.5894939	1	< 0.1%
44.05446136	1	< 0.1%
36.87736827	1	< 0.1%
36.67726795	1	< 0.1%
31.52724367	1	< 0.1%
30.8976664	1	< 0.1%
29.20586818	1	< 0.1%
28.50406537	1	< 0.1%
28.23952821	1	< 0.1%
28.06982214	1	< 0.1%

V8
Real number (ℝ)

Distinct	270816
Distinct (%)	96.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.00060377273

Minimum	-73.216718
Maximum	20.007208
Zeros	0
Zeros (%)	0.0%
Negative	133212
Negative (%)	47.6%
Memory size	2.1 MiB

Quantile statistics

Minimum	-73.216718
5-th percentile	-0.83873628
Q1	-0.2089384
median	0.022050771
Q3	0.32717474
95-th percentile	1.0520291
Maximum	20.007208
Range	93.223927
Interquartile range (IQR)	0.53611314

Descriptive statistics

Standard deviation	1.1943021
Coefficient of variation (CV)	1978.0657
Kurtosis	221.90958
Mean	0.00060377273
Median Absolute Deviation (MAD)	0.25901152
Skewness	-8.5027269
Sum	168.90965
Variance	1.4263576
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.1602108633	77	< 0.1%
0.7277062007	77	< 0.1%
-0.2070713797	62	< 0.1%
0.9591472621	60	< 0.1%
0.7843929483	53	< 0.1%
0.5433768006	48	< 0.1%
0.6833517336	44	< 0.1%
0.3645387616	40	< 0.1%
0.6851537704	38	< 0.1%
0.8082500984	35	< 0.1%
Other values (270806)	279223	99.8%

Value	Count	Frequency (%)
-73.21671846	1	< 0.1%
-50.94336887	1	< 0.1%
-50.68841936	1	< 0.1%
-50.42009006	1	< 0.1%
-41.48482251	1	< 0.1%
-41.04426092	1	< 0.1%
-39.68857108	1	< 0.1%
-39.26737777	1	< 0.1%
-38.98726274	1	< 0.1%
-38.75152521	1	< 0.1%

Value	Count	Frequency (%)
20.00720837	1	< 0.1%
19.58777262	1	< 0.1%
19.16832739	1	< 0.1%
18.74887195	1	< 0.1%
18.70925454	1	< 0.1%
18.32940553	1	< 0.1%
18.28216761	1	< 0.1%
17.94136306	1	< 0.1%
17.90357438	1	< 0.1%
17.57371241	1	< 0.1%

V9
Real number (ℝ)

Distinct	270816
Distinct (%)	96.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.0044107253

Minimum	-13.434066
Maximum	15.594995
Zeros	0
Zeros (%)	0.0%
Negative	147442
Negative (%)	52.7%
Memory size	2.1 MiB

Quantile statistics

Minimum	-13.434066
5-th percentile	-1.764891
Q1	-0.64876374
median	-0.054973219
Q3	0.59274921
95-th percentile	1.7795106
Maximum	15.594995
Range	29.029061
Interquartile range (IQR)	1.2415129

Descriptive statistics

Standard deviation	1.1000889
Coefficient of variation (CV)	-249.41225
Kurtosis	3.7293439
Mean	-0.0044107253
Median Absolute Deviation (MAD)	0.62072968
Skewness	0.55557506
Sum	-1233.9313
Variance	1.2101956
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1703618522	77	< 0.1%
0.6086058703	77	< 0.1%
0.5873352664	62	< 0.1%
1.671301564	60	< 0.1%
0.3599023789	53	< 0.1%
-0.1004339049	48	< 0.1%
-0.2979620013	44	< 0.1%
-0.7117979388	40	< 0.1%
-0.2866140686	38	< 0.1%
-0.0527240383	35	< 0.1%
Other values (270806)	279223	99.8%

Value	Count	Frequency (%)
-13.43406632	1	< 0.1%
-13.32015469	1	< 0.1%
-11.12662352	1	< 0.1%
-10.84252587	1	< 0.1%
-9.481456334	1	< 0.1%
-9.462572605	4	< 0.1%
-9.283924512	1	< 0.1%
-8.9609217	1	< 0.1%
-8.739670371	1	< 0.1%
-8.630390306	1	< 0.1%

Value	Count	Frequency (%)
15.59499461	1	< 0.1%
10.39288882	1	< 0.1%
10.37065798	1	< 0.1%
10.3484067	1	< 0.1%
10.32613305	1	< 0.1%
10.31397373	1	< 0.1%
9.234623452	1	< 0.1%
9.213022586	1	< 0.1%
9.125534903	1	< 0.1%
9.112555382	1	< 0.1%

V10
Real number (ℝ)

High correlation

Distinct	270816
Distinct (%)	96.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.0012677094

Minimum	-24.588262
Maximum	23.745136
Zeros	0
Zeros (%)	0.0%
Negative	156903
Negative (%)	56.1%
Memory size	2.1 MiB

Quantile statistics

Minimum	-24.588262
5-th percentile	-1.341227
Q1	-0.53481416
median	-0.091965917
Q3	0.45847717
95-th percentile	1.5502584
Maximum	23.745136
Range	48.333399
Interquartile range (IQR)	0.99329133

Descriptive statistics

Standard deviation	1.0907924
Coefficient of variation (CV)	860.44354
Kurtosis	32.046995
Mean	0.0012677094
Median Absolute Deviation (MAD)	0.48170235
Skewness	1.1636732
Sum	354.65059
Variance	1.189828
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.04457458938	77	< 0.1%
-0.07518616994	77	< 0.1%
-0.3620473484	62	< 0.1%
-1.02294603	60	< 0.1%
-0.3510751014	53	< 0.1%
-1.0186222	48	< 0.1%
-0.6520966004	44	< 0.1%
-1.57028828	40	< 0.1%
-0.5359027355	38	< 0.1%
0.001148754534	35	< 0.1%
Other values (270806)	279223	99.8%

Value	Count	Frequency (%)
-24.58826244	1	< 0.1%
-24.40318497	1	< 0.1%
-23.22825484	1	< 0.1%
-22.18708856	4	< 0.1%
-20.94919155	1	< 0.1%
-19.83614885	1	< 0.1%
-18.91324333	1	< 0.1%
-18.27116817	1	< 0.1%
-17.14151364	1	< 0.1%
-16.74604411	1	< 0.1%

Value	Count	Frequency (%)
23.74513612	1	< 0.1%
15.33174156	1	< 0.1%
15.24568569	1	< 0.1%
15.2360282	1	< 0.1%
13.81175777	1	< 0.1%
13.7273472	1	< 0.1%
13.6444596	1	< 0.1%
13.56015529	1	< 0.1%
13.24943301	1	< 0.1%
13.19822576	1	< 0.1%

V11
Real number (ℝ)

High correlation

Distinct	270816
Distinct (%)	96.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.0063855864

Minimum	-4.7974735
Maximum	12.018913
Zeros	0
Zeros (%)	0.0%
Negative	143583
Negative (%)	51.3%
Memory size	2.1 MiB

Quantile statistics

Minimum	-4.7974735
5-th percentile	-1.5757017
Q1	-0.76733969
median	-0.03842177
Q3	0.73182446
95-th percentile	1.6061635
Maximum	12.018913
Range	16.816387
Interquartile range (IQR)	1.4991642

Descriptive statistics

Standard deviation	1.0187157
Coefficient of variation (CV)	-159.53362
Kurtosis	1.6906157
Mean	-0.0063855864
Median Absolute Deviation (MAD)	0.74941505
Skewness	0.36070992
Sum	-1786.4125
Variance	1.0377817
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.3567490185	77	< 0.1%
0.0635044576	77	< 0.1%
-0.5895980404	62	< 0.1%
-0.1914229727	60	< 0.1%
0.3296508837	53	< 0.1%
0.8070381067	48	< 0.1%
0.4180026649	44	< 0.1%
3.463017821	40	< 0.1%
0.3328484176	38	< 0.1%
-0.02860892995	35	< 0.1%
Other values (270806)	279223	99.8%

Value	Count	Frequency (%)
-4.797473465	1	< 0.1%
-4.682930548	1	< 0.1%
-4.568390246	1	< 0.1%
-4.453852842	1	< 0.1%
-4.339318655	1	< 0.1%
-4.224788057	1	< 0.1%
-4.110261479	2	< 0.1%
-4.049894914	2	< 0.1%
-4.034717859	2	< 0.1%
-4.010267867	2	< 0.1%

Value	Count	Frequency (%)
12.01891318	1	< 0.1%
11.66920474	1	< 0.1%
11.61972348	1	< 0.1%
11.27792073	1	< 0.1%
11.22847028	1	< 0.1%
11.1524906	1	< 0.1%
11.02705909	1	< 0.1%
10.85301165	1	< 0.1%
10.54526295	1	< 0.1%
10.44684681	1	< 0.1%

V12
Real number (ℝ)

High correlation

Distinct	270816
Distinct (%)	96.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.0056237089

Minimum	-18.683715
Maximum	7.8483921
Zeros	0
Zeros (%)	0.0%
Negative	118774
Negative (%)	42.5%
Memory size	2.1 MiB

Quantile statistics

Minimum	-18.683715
5-th percentile	-1.9250386
Q1	-0.40152746
median	0.14124607
Q3	0.61844587
95-th percentile	1.242965
Maximum	7.8483921
Range	26.532107
Interquartile range (IQR)	1.0199733

Descriptive statistics

Standard deviation	0.99125102
Coefficient of variation (CV)	176.26286
Kurtosis	21.221725
Mean	0.0056237089
Median Absolute Deviation (MAD)	0.506002
Skewness	-2.318277
Sum	1573.2719
Variance	0.98257859
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.07345951735	77	< 0.1%
0.3505635733	77	< 0.1%
-0.1747120531	62	< 0.1%
0.6310273415	60	< 0.1%
0.1835081206	53	< 0.1%
-0.3305476278	48	< 0.1%
-0.3224369237	44	< 0.1%
0.5384113631	40	< 0.1%
-0.2683187385	38	< 0.1%
0.07365651502	35	< 0.1%
Other values (270806)	279223	99.8%

Value	Count	Frequency (%)
-18.68371463	1	< 0.1%
-18.55369701	1	< 0.1%
-18.43113103	1	< 0.1%
-18.04759657	1	< 0.1%
-17.76914346	1	< 0.1%
-17.63160631	1	< 0.1%
-17.22866224	1	< 0.1%
-17.18291843	2	< 0.1%
-17.15040525	1	< 0.1%
-17.13130095	1	< 0.1%

Value	Count	Frequency (%)
7.848392076	1	< 0.1%
4.846452409	1	< 0.1%
4.574082241	1	< 0.1%
4.472920584	1	< 0.1%
4.406338221	1	< 0.1%
4.403898555	1	< 0.1%
4.31807084	1	< 0.1%
4.317588992	1	< 0.1%
4.299511253	1	< 0.1%
4.293341845	1	< 0.1%

V13
Real number (ℝ)

Distinct	270816
Distinct (%)	96.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.0037752544

Minimum	-5.7918812
Maximum	7.126883
Zeros	0
Zeros (%)	0.0%
Negative	141841
Negative (%)	50.7%
Memory size	2.1 MiB

Quantile statistics

Minimum	-5.7918812
5-th percentile	-1.6404622
Q1	-0.64976297
median	-0.015536637
Q3	0.65827428
95-th percentile	1.5928941
Maximum	7.126883
Range	12.918764
Interquartile range (IQR)	1.3080373

Descriptive statistics

Standard deviation	0.99210001
Coefficient of variation (CV)	-262.79024
Kurtosis	0.1954971
Mean	-0.0037752544
Median Absolute Deviation (MAD)	0.653628
Skewness	0.058808818
Sum	-1056.1538
Variance	0.98426242
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.5177596942	77	< 0.1%
-0.1412383222	77	< 0.1%
-0.6211270614	62	< 0.1%
0.03190727035	60	< 0.1%
-0.272918545	53	< 0.1%
-0.5314186517	48	< 0.1%
-0.1434691546	44	< 0.1%
-0.3780953845	40	< 0.1%
-0.1276141958	38	< 0.1%
0.04128482958	35	< 0.1%
Other values (270806)	279223	99.8%

Value	Count	Frequency (%)
-5.791881206	1	< 0.1%
-4.008639792	1	< 0.1%
-3.961757536	1	< 0.1%
-3.888606286	1	< 0.1%
-3.881106249	1	< 0.1%
-3.848943149	1	< 0.1%
-3.844973612	1	< 0.1%
-3.835617838	1	< 0.1%
-3.816447623	1	< 0.1%
-3.808723988	1	< 0.1%

Value	Count	Frequency (%)
7.126882959	1	< 0.1%
4.569008959	1	< 0.1%
4.469566192	1	< 0.1%
4.465413177	1	< 0.1%
4.369998379	1	< 0.1%
4.316156232	1	< 0.1%
4.262850926	1	< 0.1%
4.099351905	1	< 0.1%
4.044577086	1	< 0.1%
3.951390651	1	< 0.1%

V14
Real number (ℝ)

High correlation

Distinct	270816
Distinct (%)	96.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.0038897407

Minimum	-19.214325
Maximum	10.526766
Zeros	0
Zeros (%)	0.0%
Negative	131795
Negative (%)	47.1%
Memory size	2.1 MiB

Quantile statistics

Minimum	-19.214325
5-th percentile	-1.4436049
Q1	-0.42862737
median	0.048281018
Q3	0.49056285
95-th percentile	1.375604
Maximum	10.526766
Range	29.741092
Interquartile range (IQR)	0.91919021

Descriptive statistics

Standard deviation	0.95852643
Coefficient of variation (CV)	-246.42425
Kurtosis	24.222171
Mean	-0.0038897407
Median Absolute Deviation (MAD)	0.4582185
Skewness	-2.016578
Sum	-1088.1822
Variance	0.91877292
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.4069689344	77	< 0.1%
0.6909716184	77	< 0.1%
-0.703512784	62	< 0.1%
-0.03142538126	60	< 0.1%
-0.5974366652	53	< 0.1%
-2.181448825	48	< 0.1%
-1.154524296	44	< 0.1%
-3.04549518	40	< 0.1%
-0.8682999609	38	< 0.1%
0.4255004854	35	< 0.1%
Other values (270806)	279223	99.8%

Value	Count	Frequency (%)
-19.21432549	1	< 0.1%
-18.82208674	1	< 0.1%
-18.49377336	1	< 0.1%
-18.3920915	1	< 0.1%
-18.04999769	1	< 0.1%
-17.72163835	1	< 0.1%
-17.62063435	1	< 0.1%
-17.47592128	1	< 0.1%
-17.23020216	1	< 0.1%
-16.33759594	1	< 0.1%

Value	Count	Frequency (%)
10.52676605	1	< 0.1%
7.754598748	1	< 0.1%
7.692208544	1	< 0.1%
7.667725751	1	< 0.1%
7.518402781	1	< 0.1%
7.439565532	1	< 0.1%
7.421943853	1	< 0.1%
7.293225596	1	< 0.1%
7.234248879	1	< 0.1%
7.187926027	1	< 0.1%

V15
Real number (ℝ)

Distinct	270816
Distinct (%)	96.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.0030921283

Minimum	-4.4989447
Maximum	8.8777416
Zeros	0
Zeros (%)	0.0%
Negative	134335
Negative (%)	48.0%
Memory size	2.1 MiB

Quantile statistics

Minimum	-4.4989447
5-th percentile	-1.5961682
Q1	-0.58600449
median	0.043446355
Q3	0.64530461
95-th percentile	1.3712363
Maximum	8.8777416
Range	13.376686
Interquartile range (IQR)	1.2313091

Descriptive statistics

Standard deviation	0.91528051
Coefficient of variation (CV)	-296.0034
Kurtosis	0.28269314
Mean	-0.0030921283
Median Absolute Deviation (MAD)	0.61542432
Skewness	-0.3046314
Sum	-865.04455
Variance	0.83773841
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.124146923	77	< 0.1%
1.275257039	77	< 0.1%
0.2719566102	62	< 0.1%
1.446626976	60	< 0.1%
0.5838968103	53	< 0.1%
0.3887240831	48	< 0.1%
1.157633714	44	< 0.1%
1.468911143	40	< 0.1%
1.128538982	38	< 0.1%
1.24527653	35	< 0.1%
Other values (270806)	279223	99.8%

Value	Count	Frequency (%)
-4.498944677	1	< 0.1%
-4.391307068	1	< 0.1%
-4.19932125	1	< 0.1%
-4.196619695	1	< 0.1%
-4.097947131	1	< 0.1%
-4.092344269	1	< 0.1%
-4.025373127	1	< 0.1%
-4.005558002	1	< 0.1%
-3.936008084	1	< 0.1%
-3.924951332	1	< 0.1%

Value	Count	Frequency (%)
8.877741598	1	< 0.1%
5.825654319	1	< 0.1%
5.78451389	1	< 0.1%
5.720478632	1	< 0.1%
5.685899052	1	< 0.1%
5.667667171	1	< 0.1%
5.501116596	1	< 0.1%
5.126187082	1	< 0.1%
4.97005728	1	< 0.1%
4.858397949	1	< 0.1%

V16
Real number (ℝ)

High correlation

Distinct	270816
Distinct (%)	96.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.00069136162

Minimum	-14.129855
Maximum	17.315112
Zeros	0
Zeros (%)	0.0%
Negative	130032
Negative (%)	46.5%
Memory size	2.1 MiB

Quantile statistics

Minimum	-14.129855
5-th percentile	-1.4920297
Q1	-0.46638602
median	0.067310855
Q3	0.52327195
95-th percentile	1.3236037
Maximum	17.315112
Range	31.444966
Interquartile range (IQR)	0.98965797

Descriptive statistics

Standard deviation	0.87670548
Coefficient of variation (CV)	1268.0852
Kurtosis	10.57933
Mean	0.00069136162
Median Absolute Deviation (MAD)	0.49160902
Skewness	-1.1142686
Sum	193.41325
Variance	0.7686125
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.3424697541	77	< 0.1%
-0.371962125	77	< 0.1%
0.3186880634	62	< 0.1%
-0.1218203786	60	< 0.1%
0.1786758365	53	< 0.1%
0.2320713777	48	< 0.1%
0.8781749178	44	< 0.1%
-0.02974151433	40	< 0.1%
0.7865060537	38	< 0.1%
0.6403675125	35	< 0.1%
Other values (270806)	279223	99.8%

Value	Count	Frequency (%)
-14.12985452	1	< 0.1%
-13.56327296	1	< 0.1%
-13.30388758	1	< 0.1%
-13.25683309	1	< 0.1%
-13.25154198	1	< 0.1%
-12.6752689	1	< 0.1%
-12.66169572	2	< 0.1%
-12.44856234	1	< 0.1%
-12.43227914	1	< 0.1%
-12.42796136	1	< 0.1%

Value	Count	Frequency (%)
17.31511152	1	< 0.1%
8.28988956	1	< 0.1%
7.059131811	1	< 0.1%
6.442797901	1	< 0.1%
6.351853498	1	< 0.1%
6.098529451	1	< 0.1%
5.998262879	1	< 0.1%
5.720320216	1	< 0.1%
5.600122947	1	< 0.1%
5.562387814	1	< 0.1%

V17
Real number (ℝ)

High correlation

Distinct	270816
Distinct (%)	96.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.0013959057

Minimum	-25.162799
Maximum	9.2535263
Zeros	0
Zeros (%)	0.0%
Negative	151095
Negative (%)	54.0%
Memory size	2.1 MiB

Quantile statistics

Minimum	-25.162799
5-th percentile	-0.9827914
Q1	-0.4844557
median	-0.066793205
Q3	0.39708212
95-th percentile	1.2721022
Maximum	9.2535263
Range	34.416326
Interquartile range (IQR)	0.88153782

Descriptive statistics

Standard deviation	0.85070536
Coefficient of variation (CV)	-609.42895
Kurtosis	95.831309
Mean	-0.0013959057
Median Absolute Deviation (MAD)	0.43864254
Skewness	-3.9019895
Sum	-390.5144
Variance	0.72369961
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.3746564401	77	< 0.1%
-0.6019568028	77	< 0.1%
0.5493651287	62	< 0.1%
-0.651405237	60	< 0.1%
0.4738982783	53	< 0.1%
2.125021883	48	< 0.1%
0.5369175197	44	< 0.1%
3.664588481	40	< 0.1%
0.316435261	38	< 0.1%
-0.9102365035	35	< 0.1%
Other values (270806)	279223	99.8%

Value	Count	Frequency (%)
-25.16279937	1	< 0.1%
-24.01909855	1	< 0.1%
-23.81563583	1	< 0.1%
-23.24159715	1	< 0.1%
-22.88399858	1	< 0.1%
-22.66790541	1	< 0.1%
-22.60886819	1	< 0.1%
-22.54165173	1	< 0.1%
-21.90649322	1	< 0.1%
-21.71018765	1	< 0.1%

Value	Count	Frequency (%)
9.25352625	1	< 0.1%
9.207058535	1	< 0.1%
8.538195139	1	< 0.1%
7.893392532	1	< 0.1%
7.766636363	1	< 0.1%
7.733456284	1	< 0.1%
7.611861523	1	< 0.1%
7.573522625	1	< 0.1%
7.454784638	1	< 0.1%
7.413594144	1	< 0.1%

V18
Real number (ℝ)

High correlation

Distinct	270816
Distinct (%)	96.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.0029995409

Minimum	-9.4987459
Maximum	5.0410692
Zeros	0
Zeros (%)	0.0%
Negative	140029
Negative (%)	50.1%
Memory size	2.1 MiB

Quantile statistics

Minimum	-9.4987459
5-th percentile	-1.3559191
Q1	-0.49694448
median	-0.0010698949
Q3	0.50468449
95-th percentile	1.3980045
Maximum	5.0410692
Range	14.539815
Interquartile range (IQR)	1.001629

Descriptive statistics

Standard deviation	0.83862435
Coefficient of variation (CV)	279.58424
Kurtosis	2.595297
Mean	0.0029995409
Median Absolute Deviation (MAD)	0.49998403
Skewness	-0.26064944
Sum	839.14256
Variance	0.7032908
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.4389924324	77	< 0.1%
-0.05264014626	77	< 0.1%
-0.2577858579	62	< 0.1%
0.6179704765	60	< 0.1%
-0.4988497987	53	< 0.1%
0.4055486736	48	< 0.1%
0.7128730126	44	< 0.1%
-0.1051895888	40	< 0.1%
0.587856253	38	< 0.1%
-0.0686980996	35	< 0.1%
Other values (270806)	279223	99.8%

Value	Count	Frequency (%)
-9.498745921	1	< 0.1%
-9.335193079	1	< 0.1%
-9.287832214	1	< 0.1%
-9.264608733	1	< 0.1%
-9.170557219	1	< 0.1%
-9.090892061	1	< 0.1%
-9.042845151	1	< 0.1%
-8.859451925	1	< 0.1%
-8.829819766	1	< 0.1%
-8.668815197	1	< 0.1%

Value	Count	Frequency (%)
5.041069185	1	< 0.1%
4.712397566	1	< 0.1%
4.295648234	1	< 0.1%
4.243841213	1	< 0.1%
4.199591107	1	< 0.1%
4.115559919	1	< 0.1%
4.093439956	1	< 0.1%
4.079390035	1	< 0.1%
4.071328562	1	< 0.1%
4.054462468	1	< 0.1%

V19
Real number (ℝ)

Distinct	270816
Distinct (%)	96.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.00058035615

Minimum	-7.2135274
Maximum	5.5919714
Zeros	0
Zeros (%)	0.0%
Negative	139389
Negative (%)	49.8%
Memory size	2.1 MiB

Quantile statistics

Minimum	-7.2135274
5-th percentile	-1.3570441
Q1	-0.45665601
median	0.0030878808
Q3	0.45710764
95-th percentile	1.2865677
Maximum	5.5919714
Range	12.805499
Interquartile range (IQR)	0.91376365

Descriptive statistics

Standard deviation	0.81446461
Coefficient of variation (CV)	-1403.3876
Kurtosis	1.7358122
Mean	-0.00058035615
Median Absolute Deviation (MAD)	0.45707325
Skewness	0.11604351
Sum	-162.3587
Variance	0.66335261
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.116090785	77	< 0.1%
-0.3305904484	77	< 0.1%
0.01625612798	62	< 0.1%
0.9276000446	60	< 0.1%
-0.1400986848	53	< 0.1%
-0.4409295119	48	< 0.1%
0.006773555225	44	< 0.1%
-2.097944321	40	< 0.1%
0.04935008318	38	< 0.1%
0.2552676745	35	< 0.1%
Other values (270806)	279223	99.8%

Value	Count	Frequency (%)
-7.21352743	1	< 0.1%
-6.938297318	1	< 0.1%
-4.932733055	1	< 0.1%
-4.676092279	1	< 0.1%
-4.619034342	1	< 0.1%
-4.539839957	1	< 0.1%
-4.42194397	1	< 0.1%
-4.395282985	1	< 0.1%
-4.392420909	1	< 0.1%
-4.384828428	1	< 0.1%

Value	Count	Frequency (%)
5.591971427	1	< 0.1%
5.572113327	1	< 0.1%
5.501747214	1	< 0.1%
5.22834179	1	< 0.1%
4.891062441	1	< 0.1%
4.851255137	1	< 0.1%
4.801122553	1	< 0.1%
4.727189814	1	< 0.1%
4.715141671	1	< 0.1%
4.703263246	1	< 0.1%

V20
Real number (ℝ)

Distinct	270816
Distinct (%)	96.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.001083814

Minimum	-54.49772
Maximum	39.420904
Zeros	0
Zeros (%)	0.0%
Negative	166715
Negative (%)	59.6%
Memory size	2.1 MiB

Quantile statistics

Minimum	-54.49772
5-th percentile	-0.56004265
Q1	-0.21305917
median	-0.064065985
Q3	0.13168673
95-th percentile	0.83887477
Maximum	39.420904
Range	93.918625
Interquartile range (IQR)	0.3447459

Descriptive statistics

Standard deviation	0.7742127
Coefficient of variation (CV)	-714.3409
Kurtosis	270.87627
Mean	-0.001083814
Median Absolute Deviation (MAD)	0.16861234
Skewness	-2.0512369
Sum	-303.20456
Variance	0.5994053
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.1320797243	77	< 0.1%
-0.1803701186	77	< 0.1%
-0.1874207884	62	< 0.1%
0.005756655419	60	< 0.1%
-0.1207140343	53	< 0.1%
-0.08698932974	48	< 0.1%
0.0536071193	44	< 0.1%
-0.1675554163	40	< 0.1%
0.04521744119	38	< 0.1%
0.01695215418	35	< 0.1%
Other values (270806)	279223	99.8%

Value	Count	Frequency (%)
-54.49772049	1	< 0.1%
-28.00963533	1	< 0.1%
-25.22234524	1	< 0.1%
-23.64689033	1	< 0.1%
-23.42017257	1	< 0.1%
-22.8385483	1	< 0.1%
-21.96489828	1	< 0.1%
-21.53382174	1	< 0.1%
-21.38712193	1	< 0.1%
-21.02827171	1	< 0.1%

Value	Count	Frequency (%)
39.42090425	1	< 0.1%
38.11720913	1	< 0.1%
26.23739079	1	< 0.1%
24.13389419	1	< 0.1%
23.64909457	1	< 0.1%
23.64341694	1	< 0.1%
19.74645308	1	< 0.1%
17.8852382	1	< 0.1%
17.81950743	1	< 0.1%
17.2818589	1	< 0.1%

V21
Real number (ℝ)

High correlation

Distinct	270816
Distinct (%)	96.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.0004098227

Minimum	-34.830382
Maximum	27.202839
Zeros	0
Zeros (%)	0.0%
Negative	149957
Negative (%)	53.6%
Memory size	2.1 MiB

Quantile statistics

Minimum	-34.830382
5-th percentile	-0.50581313
Q1	-0.22807456
median	-0.028192637
Q3	0.18843886
95-th percentile	0.53808111
Maximum	27.202839
Range	62.033221
Interquartile range (IQR)	0.41651342

Descriptive statistics

Standard deviation	0.73338762
Coefficient of variation (CV)	1789.5242
Kurtosis	209.27742
Mean	0.0004098227
Median Absolute Deviation (MAD)	0.20729384
Skewness	3.56817
Sum	114.65077
Variance	0.5378574
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.262580846	77	< 0.1%
0.2697649514	77	< 0.1%
-0.3611580366	62	< 0.1%
-0.06420828148	60	< 0.1%
-0.3523338005	53	< 0.1%
-0.06721666134	48	< 0.1%
-0.2074324045	44	< 0.1%
-0.04023759275	40	< 0.1%
-0.1918199828	38	< 0.1%
-0.3133074454	35	< 0.1%
Other values (270806)	279223	99.8%

Value	Count	Frequency (%)
-34.83038214	1	< 0.1%
-22.88934704	1	< 0.1%
-22.79760391	1	< 0.1%
-22.75753986	1	< 0.1%
-22.6656846	1	< 0.1%
-21.62011965	1	< 0.1%
-21.45373628	1	< 0.1%
-20.26205434	1	< 0.1%
-18.63291855	1	< 0.1%
-18.6030882	1	< 0.1%

Value	Count	Frequency (%)
27.20283916	6	< 0.1%
22.61488937	1	< 0.1%
22.59954336	1	< 0.1%
22.58898947	1	< 0.1%
22.58067527	1	< 0.1%
22.57971423	1	< 0.1%
22.56568024	1	< 0.1%
21.89972377	1	< 0.1%
20.0637858	1	< 0.1%
19.33082993	1	< 0.1%

V22
Real number (ℝ)

High correlation

Distinct	270816
Distinct (%)	96.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.0027324868

Minimum	-10.933144
Maximum	10.50309
Zeros	0
Zeros (%)	0.0%
Negative	138424
Negative (%)	49.5%
Memory size	2.1 MiB

Quantile statistics

Minimum	-10.933144
5-th percentile	-1.0827445
Q1	-0.5412159
median	0.0097842855
Q3	0.53372787
95-th percentile	1.1327897
Maximum	10.50309
Range	21.436234
Interquartile range (IQR)	1.0749438

Descriptive statistics

Standard deviation	0.72698096
Coefficient of variation (CV)	266.05104
Kurtosis	2.8248249
Mean	0.0027324868
Median Absolute Deviation (MAD)	0.53812334
Skewness	-0.21700355
Sum	764.43232
Variance	0.52850131
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.8162637632	77	< 0.1%
0.8446266468	77	< 0.1%
-0.9842619492	62	< 0.1%
-0.08058707745	60	< 0.1%
-0.9969367748	53	< 0.1%
-0.07264159949	48	< 0.1%
-0.6924166842	44	< 0.1%
0.09617157396	40	< 0.1%
-0.6501177955	38	< 0.1%
-1.068934378	35	< 0.1%
Other values (270806)	279223	99.8%

Value	Count	Frequency (%)
-10.9331437	1	< 0.1%
-9.499422964	1	< 0.1%
-8.887017141	6	< 0.1%
-8.593641565	1	< 0.1%
-8.55580793	1	< 0.1%
-8.527144872	1	< 0.1%
-8.483441127	1	< 0.1%
-8.454599243	1	< 0.1%
-8.420245605	1	< 0.1%
-8.245481399	1	< 0.1%

Value	Count	Frequency (%)
10.50309009	1	< 0.1%
8.361985192	1	< 0.1%
8.316275439	1	< 0.1%
8.272232984	1	< 0.1%
7.357255162	1	< 0.1%
7.248762607	1	< 0.1%
7.220157654	1	< 0.1%
7.057496403	1	< 0.1%
6.790452189	1	< 0.1%
6.090513506	1	< 0.1%

V23
Real number (ℝ)

Distinct	270816
Distinct (%)	96.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.00073795065

Minimum	-44.807735
Maximum	22.528412
Zeros	0
Zeros (%)	0.0%
Negative	145414
Negative (%)	52.0%
Memory size	2.1 MiB

Quantile statistics

Minimum	-44.807735
5-th percentile	-0.47402494
Q1	-0.16129288
median	-0.010487106
Q3	0.14902369
95-th percentile	0.48966115
Maximum	22.528412
Range	67.336147
Interquartile range (IQR)	0.31031657

Descriptive statistics

Standard deviation	0.62810072
Coefficient of variation (CV)	851.14189
Kurtosis	437.55033
Mean	0.00073795065
Median Absolute Deviation (MAD)	0.15491143
Skewness	-5.8700618
Sum	206.44686
Variance	0.39451051
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.140304302	77	< 0.1%
0.02067466769	77	< 0.1%
0.3541980943	62	< 0.1%
-0.07299107927	60	< 0.1%
0.363484906	53	< 0.1%
-0.03658428268	48	< 0.1%
-0.1185975116	44	< 0.1%
-0.09254896958	40	< 0.1%
-0.1140694638	38	< 0.1%
0.103796606	35	< 0.1%
Other values (270806)	279223	99.8%

Value	Count	Frequency (%)
-44.8077352	1	< 0.1%
-36.66600007	1	< 0.1%
-32.828995	1	< 0.1%
-30.26972001	1	< 0.1%
-27.53364329	1	< 0.1%
-27.21543637	1	< 0.1%
-26.75111866	1	< 0.1%
-26.42974136	1	< 0.1%
-25.35674425	1	< 0.1%
-23.22201631	1	< 0.1%

Value	Count	Frequency (%)
22.52841169	1	< 0.1%
22.08354487	1	< 0.1%
20.8033441	1	< 0.1%
19.22816908	1	< 0.1%
19.00294182	1	< 0.1%
18.94673404	1	< 0.1%
18.36447227	1	< 0.1%
17.7684618	1	< 0.1%
17.75173056	1	< 0.1%
17.60663686	1	< 0.1%

V24
Real number (ℝ)

Distinct	270816
Distinct (%)	96.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.00068455281

Minimum	-2.8366269
Maximum	4.5845491
Zeros	0
Zeros (%)	0.0%
Negative	125698
Negative (%)	44.9%
Memory size	2.1 MiB

Quantile statistics

Minimum	-2.8366269
5-th percentile	-1.1434144
Q1	-0.35474117
median	0.040233897
Q3	0.43936696
95-th percentile	0.8569738
Maximum	4.5845491
Range	7.4211761
Interquartile range (IQR)	0.79410813

Descriptive statistics

Standard deviation	0.60536598
Coefficient of variation (CV)	-884.32326
Kurtosis	0.62587353
Mean	-0.00068455281
Median Absolute Deviation (MAD)	0.39712497
Skewness	-0.55111701
Sum	-191.50844
Variance	0.36646797
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.3578272493	77	< 0.1%
0.7262118838	77	< 0.1%
0.6207093385	62	< 0.1%
1.01813597	60	< 0.1%
0.6048265698	53	< 0.1%
0.5296927676	48	< 0.1%
0.8914796679	44	< 0.1%
-1.345663706	40	< 0.1%
0.9159355995	38	< 0.1%
0.9921257146	35	< 0.1%
Other values (270806)	279223	99.8%

Value	Count	Frequency (%)
-2.836626919	1	< 0.1%
-2.824848903	1	< 0.1%
-2.822683592	1	< 0.1%
-2.822383969	1	< 0.1%
-2.814897636	1	< 0.1%
-2.807896962	1	< 0.1%
-2.790479323	1	< 0.1%
-2.78961381	1	< 0.1%
-2.776600389	1	< 0.1%
-2.775669771	1	< 0.1%

Value	Count	Frequency (%)
4.584549137	1	< 0.1%
4.02286589	1	< 0.1%
4.016341817	1	< 0.1%
4.014444385	1	< 0.1%
3.998293678	1	< 0.1%
3.99064595	1	< 0.1%
3.979636646	1	< 0.1%
3.962197343	1	< 0.1%
3.957012821	1	< 0.1%
3.951679291	1	< 0.1%

V25
Real number (ℝ)

Distinct	270816
Distinct (%)	96.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.0017523125

Minimum	-10.295397
Maximum	7.5195887
Zeros	0
Zeros (%)	0.0%
Negative	137406
Negative (%)	49.1%
Memory size	2.1 MiB

Quantile statistics

Minimum	-10.295397
5-th percentile	-0.82835826
Q1	-0.31981356
median	0.013354652
Q3	0.35048965
95-th percentile	0.76175663
Maximum	7.5195887
Range	17.814986
Interquartile range (IQR)	0.67030322

Descriptive statistics

Standard deviation	0.52301849
Coefficient of variation (CV)	-298.47329
Kurtosis	4.2927752
Mean	-0.0017523125
Median Absolute Deviation (MAD)	0.33509617
Skewness	-0.4116703
Sum	-490.2217
Variance	0.27354834
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1864229457	77	< 0.1%
0.366624307	77	< 0.1%
-0.2971378761	62	< 0.1%
0.6635747725	60	< 0.1%
-0.2645595863	53	< 0.1%
0.414685142	48	< 0.1%
0.7302403643	44	< 0.1%
0.5103049571	40	< 0.1%
0.7300730401	38	< 0.1%
0.3693981601	35	< 0.1%
Other values (270806)	279223	99.8%

Value	Count	Frequency (%)
-10.29539707	1	< 0.1%
-8.69662677	1	< 0.1%
-7.495741104	1	< 0.1%
-7.081325346	1	< 0.1%
-7.025783182	1	< 0.1%
-6.712623728	1	< 0.1%
-6.429333989	1	< 0.1%
-6.035054268	1	< 0.1%
-5.7852551	1	< 0.1%
-5.785209207	1	< 0.1%

Value	Count	Frequency (%)
7.519588679	1	< 0.1%
6.070850384	1	< 0.1%
5.852483571	1	< 0.1%
5.826159035	1	< 0.1%
5.541597595	1	< 0.1%
5.525092704	1	< 0.1%
5.521139565	1	< 0.1%
5.473885357	1	< 0.1%
5.376594958	1	< 0.1%
4.881207473	1	< 0.1%

V26
Real number (ℝ)

Distinct	270816
Distinct (%)	96.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.00087281688

Minimum	-2.6045506
Maximum	3.5173456
Zeros	0
Zeros (%)	0.0%
Negative	148950
Negative (%)	53.2%
Memory size	2.1 MiB

Quantile statistics

Minimum	-2.6045506
5-th percentile	-0.69507444
Q1	-0.3259911
median	-0.051539613
Q3	0.2408352
95-th percentile	0.92061427
Maximum	3.5173456
Range	6.1218962
Interquartile range (IQR)	0.5668263

Descriptive statistics

Standard deviation	0.48199168
Coefficient of variation (CV)	552.22543
Kurtosis	0.92131363
Mean	0.00087281688
Median Absolute Deviation (MAD)	0.27991214
Skewness	0.57601601
Sum	244.17663
Variance	0.23231598
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.09654447079	77	< 0.1%
-0.398827515	77	< 0.1%
0.1667356343	62	< 0.1%
-0.6713228443	60	< 0.1%
0.2196706474	53	< 0.1%
0.7358696518	48	< 0.1%
0.3840134458	44	< 0.1%
-0.1826735225	40	< 0.1%
0.3838794176	38	< 0.1%
0.1103735486	35	< 0.1%
Other values (270806)	279223	99.8%

Value	Count	Frequency (%)
-2.604550553	1	< 0.1%
-2.534329721	1	< 0.1%
-2.24162029	1	< 0.1%
-2.068560869	1	< 0.1%
-1.855355338	1	< 0.1%
-1.778061476	1	< 0.1%
-1.77357484	1	< 0.1%
-1.732917021	1	< 0.1%
-1.73200827	1	< 0.1%
-1.726927874	1	< 0.1%

Value	Count	Frequency (%)
3.517345612	1	< 0.1%
3.415636243	1	< 0.1%
3.220178375	1	< 0.1%
3.155327473	1	< 0.1%
3.122747439	1	< 0.1%
3.119294529	1	< 0.1%
3.118588477	1	< 0.1%
3.116200102	1	< 0.1%
3.080587917	1	< 0.1%
3.072936744	1	< 0.1%

V27
Real number (ℝ)

Distinct	270816
Distinct (%)	96.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.00068262664

Minimum	-22.565679
Maximum	31.612198
Zeros	0
Zeros (%)	0.0%
Negative	138769
Negative (%)	49.6%
Memory size	2.1 MiB

Quantile statistics

Minimum	-22.565679
5-th percentile	-0.41576131
Q1	-0.071200947
median	0.0010697919
Q3	0.090060709
95-th percentile	0.38726297
Maximum	31.612198
Range	54.177877
Interquartile range (IQR)	0.16126166

Descriptive statistics

Standard deviation	0.40472735
Coefficient of variation (CV)	-592.8971
Kurtosis	246.36384
Mean	-0.00068262664
Median Absolute Deviation (MAD)	0.078117641
Skewness	-1.1610644
Sum	-190.96958
Variance	0.16380423
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.03586631529	77	< 0.1%
0.02773512151	77	< 0.1%
-0.06829900993	62	< 0.1%
0.09680094523	60	< 0.1%
-0.03920945159	53	< 0.1%
-0.05823276765	48	< 0.1%
-0.02846527247	44	< 0.1%
0.1070583025	40	< 0.1%
-0.03190230409	38	< 0.1%
-0.02830206643	35	< 0.1%
Other values (270806)	279223	99.8%

Value	Count	Frequency (%)
-22.56567932	1	< 0.1%
-9.895244048	1	< 0.1%
-9.845807693	1	< 0.1%
-9.793567905	1	< 0.1%
-9.544855375	1	< 0.1%
-9.543518336	1	< 0.1%
-9.390979796	1	< 0.1%
-8.878665148	2	< 0.1%
-8.839765802	2	< 0.1%
-8.703067823	1	< 0.1%

Value	Count	Frequency (%)
31.61219811	1	< 0.1%
12.15240111	1	< 0.1%
11.13573984	1	< 0.1%
10.50788435	1	< 0.1%
10.13559735	1	< 0.1%
9.879903026	1	< 0.1%
9.200882567	1	< 0.1%
8.932638749	1	< 0.1%
8.70897234	1	< 0.1%
8.254375597	1	< 0.1%

V28
Real number (ℝ)

Distinct	270816
Distinct (%)	96.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-8.7801916 × 10^-5

Minimum	-15.430084
Maximum	33.847808
Zeros	0
Zeros (%)	0.0%
Negative	124311
Negative (%)	44.4%
Memory size	2.1 MiB

Quantile statistics

Minimum	-15.430084
5-th percentile	-0.31691083
Q1	-0.053267719
median	0.010955366
Q3	0.07823095
95-th percentile	0.25637054
Maximum	33.847808
Range	49.277892
Interquartile range (IQR)	0.13149867

Descriptive statistics

Standard deviation	0.33143073
Coefficient of variation (CV)	-3774.7551
Kurtosis	934.59179
Mean	-8.7801916 × 10^-5
Median Absolute Deviation (MAD)	0.065247536
Skewness	11.259124
Sum	-24.563201
Variance	0.10984633
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.01849457297	77	< 0.1%
-0.06028215108	77	< 0.1%
-0.02958470284	62	< 0.1%
0.02869687829	60	< 0.1%
-0.0427869554	53	< 0.1%
-0.02665761951	48	< 0.1%
0.03612330941	44	< 0.1%
0.07181800295	40	< 0.1%
0.0298493414	38	< 0.1%
0.0118363067	35	< 0.1%
Other values (270806)	279223	99.8%

Value	Count	Frequency (%)
-15.43008391	1	< 0.1%
-11.71089564	1	< 0.1%
-9.617915452	1	< 0.1%
-8.6565699	1	< 0.1%
-8.478685643	1	< 0.1%
-8.464609243	1	< 0.1%
-8.424041001	1	< 0.1%
-8.412266628	1	< 0.1%
-8.364853332	1	< 0.1%
-8.33812262	1	< 0.1%

Value	Count	Frequency (%)
33.84780782	1	< 0.1%
22.62007222	1	< 0.1%
16.12960914	1	< 0.1%
15.94215098	1	< 0.1%
15.87047405	1	< 0.1%
15.86672079	1	< 0.1%
15.7696356	1	< 0.1%
15.7268066	1	< 0.1%
15.64913396	1	< 0.1%
15.63268866	1	< 0.1%

Amount
Real number (ℝ)

High correlation

Distinct	32534
Distinct (%)	11.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	88.791084

Minimum	0
Maximum	25691.16
Zeros	1775
Zeros (%)	0.6%
Negative	0
Negative (%)	0.0%
Memory size	2.1 MiB

Quantile statistics

Minimum	0
5-th percentile	0.92
Q1	5.74
median	22.08
Q3	77.8
95-th percentile	367.854
Maximum	25691.16
Range	25691.16
Interquartile range (IQR)	72.06

Descriptive statistics

Standard deviation	250.95638
Coefficient of variation (CV)	2.8263691
Kurtosis	845.27554
Mean	88.791084
Median Absolute Deviation (MAD)	20.3
Skewness	16.958544
Sum	24839927
Variance	62979.102
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	13157	4.7%
1.98	5966	2.1%
0.89	4796	1.7%
9.99	4674	1.7%
15	3243	1.2%
0.76	2970	1.1%
10	2913	1.0%
1.29	2854	1.0%
1.79	2581	0.9%
0.99	2255	0.8%
Other values (32524)	234348	83.8%

Value	Count	Frequency (%)
0	1775	0.6%
0.01	711	0.3%
0.02	84	< 0.1%
0.03	3	< 0.1%
0.04	11	< 0.1%
0.05	39	< 0.1%
0.06	3	< 0.1%
0.07	11	< 0.1%
0.08	10	< 0.1%
0.09	2	< 0.1%

Value	Count	Frequency (%)
25691.16	1	< 0.1%
19656.53	1	< 0.1%
18910	1	< 0.1%
12910.93	1	< 0.1%
11898.09	1	< 0.1%
11789.84	1	< 0.1%
10199.44	1	< 0.1%
10000	1	< 0.1%
8790.26	1	< 0.1%
8787	1	< 0.1%

Class
Categorical

High correlation Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	13.3 MiB

0	279268
1	489

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	279757
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	279268	99.8%
1	489	0.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	279268	99.8%
1	489	0.2%

Most occurring characters

Value	Count	Frequency (%)
0	279268	99.8%
1	489	0.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	279757	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	279268	99.8%
1	489	0.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	279757	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	279268	99.8%
1	489	0.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	279757	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	279268	99.8%
1	489	0.2%

Interactions

Correlations

	Amount	Class	Time	V1	V10	V11	V12	V13	V14	V15	V16	V17	V18	V19	V2	V20	V21	V22	V23	V24	V25	V26	V27	V28	V3	V4	V5	V6	V7	V8	V9
Amount	1.000	0.000	-0.047	-0.089	0.054	-0.043	-0.038	-0.008	-0.005	-0.069	-0.108	0.052	0.049	-0.011	-0.502	0.203	0.195	0.081	-0.060	-0.013	0.023	-0.070	-0.124	0.011	0.001	-0.024	-0.314	0.205	-0.028	0.003	-0.077
Class	0.000	1.000	0.036	0.147	0.556	0.617	0.663	0.008	0.670	0.007	0.587	0.693	0.509	0.078	0.259	0.017	0.094	0.107	0.018	0.009	0.022	0.002	0.041	0.031	0.355	0.374	0.193	0.000	0.307	0.197	0.389
Time	-0.047	0.036	1.000	0.189	0.013	-0.225	0.072	-0.042	-0.089	-0.206	0.000	-0.103	0.088	0.028	0.000	-0.116	0.094	0.131	0.148	-0.014	-0.262	-0.003	-0.031	-0.144	-0.472	-0.146	0.233	-0.111	0.122	-0.107	0.027
V1	-0.089	0.147	0.189	1.000	0.233	0.014	0.004	0.047	-0.026	0.030	0.035	-0.059	-0.044	0.032	-0.382	-0.209	-0.062	-0.028	0.147	-0.001	0.046	0.008	-0.103	-0.210	-0.411	0.102	-0.106	-0.088	-0.226	-0.239	0.142
V10	0.054	0.556	0.013	0.233	1.000	0.034	-0.165	0.000	0.007	-0.027	-0.058	-0.150	-0.054	0.038	-0.215	-0.089	-0.045	0.045	0.076	-0.008	-0.017	-0.029	-0.018	-0.131	-0.071	0.022	-0.156	0.062	-0.208	-0.122	-0.291
V11	-0.043	0.617	-0.225	0.014	0.034	1.000	0.202	-0.039	0.146	-0.037	0.069	0.071	0.071	0.011	-0.014	0.041	0.001	0.002	0.030	-0.007	-0.005	-0.003	-0.027	-0.028	0.054	-0.012	0.011	0.060	0.004	0.053	-0.034
V12	-0.038	0.663	0.072	0.004	-0.165	0.202	1.000	0.195	-0.045	-0.070	-0.115	-0.202	-0.067	0.021	0.053	0.015	0.026	-0.019	0.084	-0.002	0.003	0.009	0.027	-0.008	-0.052	0.150	-0.048	0.040	-0.047	0.109	0.109
V13	-0.008	0.008	-0.042	0.047	0.000	-0.039	0.195	1.000	-0.099	0.015	-0.003	-0.021	-0.007	-0.007	0.030	0.099	-0.048	0.010	0.001	0.004	0.001	-0.002	0.005	-0.008	0.006	-0.026	0.019	-0.007	-0.014	-0.146	-0.050
V14	-0.005	0.670	-0.089	-0.026	0.007	0.146	-0.045	-0.099	1.000	0.019	-0.132	-0.173	-0.026	0.021	0.089	-0.108	0.087	-0.005	0.015	-0.023	0.035	-0.001	-0.093	-0.020	-0.132	0.102	0.035	-0.071	0.063	0.039	-0.035
V15	-0.069	0.007	-0.206	0.030	-0.027	-0.037	-0.070	0.015	0.019	1.000	0.014	-0.022	0.014	-0.055	0.036	0.095	0.031	0.001	0.032	0.023	0.011	-0.015	0.027	0.039	0.053	0.057	-0.044	-0.044	-0.055	-0.014	-0.003
V16	-0.108	0.587	0.000	0.035	-0.058	0.069	-0.115	-0.003	-0.132	0.014	1.000	-0.237	0.023	0.017	0.071	0.178	0.095	-0.040	0.043	-0.031	-0.017	0.042	-0.044	-0.011	-0.042	-0.039	-0.009	-0.020	-0.118	0.089	-0.030
V17	0.052	0.693	-0.103	-0.059	-0.150	0.071	-0.202	-0.021	-0.173	-0.022	-0.237	1.000	-0.154	0.045	-0.001	-0.017	-0.008	0.014	0.033	0.053	0.006	-0.007	0.047	0.065	-0.038	0.045	-0.144	-0.030	-0.144	0.074	-0.072
V18	0.049	0.509	0.088	-0.044	-0.054	0.071	-0.067	-0.007	-0.026	0.014	0.023	-0.154	1.000	-0.006	0.011	-0.107	0.025	0.057	-0.107	-0.047	-0.006	-0.028	0.020	0.024	-0.044	0.022	-0.017	0.054	-0.073	0.068	-0.014
V19	-0.011	0.078	0.028	0.032	0.038	0.011	0.021	-0.007	0.021	-0.055	0.017	0.045	-0.006	1.000	0.002	0.232	-0.005	-0.011	-0.077	-0.057	0.003	-0.015	-0.018	-0.040	-0.015	-0.018	0.011	0.029	0.002	-0.035	0.003
V2	-0.502	0.259	0.000	-0.382	-0.215	-0.014	0.053	0.030	0.089	0.036	0.071	-0.001	0.011	0.002	1.000	0.040	-0.099	-0.057	-0.095	0.013	-0.083	0.034	0.126	0.138	0.071	0.156	0.344	-0.111	0.425	0.009	-0.078
V20	0.203	0.017	-0.116	-0.209	-0.089	0.041	0.015	0.099	-0.108	0.095	0.178	-0.017	-0.107	0.232	0.040	1.000	0.118	0.036	-0.194	0.040	0.046	0.048	0.104	0.277	0.108	-0.007	0.055	0.053	0.160	0.005	-0.017
V21	0.195	0.094	0.094	-0.062	-0.045	0.001	0.026	-0.048	0.087	0.031	0.095	-0.008	0.025	-0.005	-0.099	0.118	1.000	0.678	-0.251	0.033	0.038	-0.040	-0.027	0.068	-0.041	0.040	-0.040	0.036	-0.022	0.079	-0.065
V22	0.081	0.107	0.131	-0.028	0.045	0.002	-0.019	0.010	-0.005	0.001	-0.040	0.014	0.057	-0.011	-0.057	0.036	0.678	1.000	-0.239	0.015	0.030	-0.038	0.072	-0.036	0.002	-0.006	-0.010	0.042	-0.027	0.021	0.002
V23	-0.060	0.018	0.148	0.147	0.076	0.030	0.084	0.001	0.015	0.032	0.043	0.033	-0.107	-0.077	-0.095	-0.194	-0.251	-0.239	1.000	0.097	-0.427	-0.004	0.050	-0.071	-0.139	0.009	-0.108	-0.050	-0.186	0.074	0.078
V24	-0.013	0.009	-0.014	-0.001	-0.008	-0.007	-0.002	0.004	-0.023	0.023	-0.031	0.053	-0.047	-0.057	0.013	0.040	0.033	0.015	0.097	1.000	0.001	0.007	-0.036	0.047	-0.001	-0.007	-0.023	-0.135	-0.013	-0.025	-0.002
V25	0.023	0.022	-0.262	0.046	-0.017	-0.005	0.003	0.001	0.035	0.011	-0.017	0.006	-0.006	0.003	-0.083	0.046	0.038	0.030	-0.427	0.001	1.000	-0.052	-0.093	-0.054	0.034	0.061	-0.015	-0.013	-0.043	-0.076	-0.026
V26	-0.070	0.002	-0.003	0.008	-0.029	-0.003	0.009	-0.002	-0.001	-0.015	0.042	-0.007	-0.028	-0.015	0.034	0.048	-0.040	-0.038	-0.004	0.007	-0.052	1.000	-0.163	-0.023	-0.018	-0.068	0.033	-0.025	0.018	-0.009	0.030
V27	-0.124	0.041	-0.031	-0.103	-0.018	-0.027	0.027	0.005	-0.093	0.027	-0.044	0.047	0.020	-0.018	0.126	0.104	-0.027	0.072	0.050	-0.036	-0.093	-0.163	1.000	0.459	0.141	-0.032	0.012	0.075	-0.098	0.191	-0.003
V28	0.011	0.031	-0.144	-0.210	-0.131	-0.028	-0.008	-0.008	-0.020	0.039	-0.011	0.065	0.024	-0.040	0.138	0.277	0.068	-0.036	-0.071	0.047	-0.054	-0.023	0.459	1.000	0.182	0.004	-0.027	0.021	0.058	0.089	-0.104
V3	0.001	0.355	-0.472	-0.411	-0.071	0.054	-0.052	0.006	-0.132	0.053	-0.042	-0.038	-0.044	-0.015	0.071	0.108	-0.041	0.002	-0.139	-0.001	0.034	-0.018	0.141	0.182	1.000	0.058	-0.225	0.174	-0.079	0.169	-0.035
V4	-0.024	0.374	-0.146	0.102	0.022	-0.012	0.150	-0.026	0.102	0.057	-0.039	0.045	0.022	-0.018	0.156	-0.007	0.040	-0.006	0.009	-0.007	0.061	-0.068	-0.032	0.004	0.058	1.000	0.024	0.074	0.062	-0.010	0.110
V5	-0.314	0.193	0.233	-0.106	-0.156	0.011	-0.048	0.019	0.035	-0.044	-0.009	-0.144	-0.017	0.011	0.344	0.055	-0.040	-0.010	-0.108	-0.023	-0.015	0.033	0.012	-0.027	-0.225	0.024	1.000	-0.011	0.434	-0.059	-0.056
V6	0.205	0.000	-0.111	-0.088	0.062	0.060	0.040	-0.007	-0.071	-0.044	-0.020	-0.030	0.054	0.029	-0.111	0.053	0.036	0.042	-0.050	-0.135	-0.013	-0.025	0.075	0.021	0.174	0.074	-0.011	1.000	-0.292	0.443	0.028
V7	-0.028	0.307	0.122	-0.226	-0.208	0.004	-0.047	-0.014	0.063	-0.055	-0.118	-0.144	-0.073	0.002	0.425	0.160	-0.022	-0.027	-0.186	-0.013	-0.043	0.018	-0.098	0.058	-0.079	0.062	0.434	-0.292	1.000	-0.389	-0.100
V8	0.003	0.197	-0.107	-0.239	-0.122	0.053	0.109	-0.146	0.039	-0.014	0.089	0.074	0.068	-0.035	0.009	0.005	0.079	0.021	0.074	-0.025	-0.076	-0.009	0.191	0.089	0.169	-0.010	-0.059	0.443	-0.389	1.000	-0.002
V9	-0.077	0.389	0.027	0.142	-0.291	-0.034	0.109	-0.050	-0.035	-0.003	-0.030	-0.072	-0.014	0.003	-0.078	-0.017	-0.065	0.002	0.078	-0.002	-0.026	0.030	-0.003	-0.104	-0.035	0.110	-0.056	0.028	-0.100	-0.002	1.000

Missing values

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

Sample

	Time	V1	V2	V3	V4	V5	V6	V7	V8	V9	V10	V11	V12	V13	V14	V15	V16	V17	V18	V19	V20	V21	V22	V23	V24	V25	V26	V27	V28	Amount
0	4671.0	-0.694914	0.357493	1.994745	2.757403	1.500583	-0.328932	0.179750	-0.418916	0.488554	0.856741	0.681679	-3.092818	1.306389	1.372276	0.456121	-0.180469	0.498309	-0.380409	-0.357491	-0.117966	-0.348758	-0.387189	-0.000921	-0.013687	-1.270058	-0.353263	-0.138022	-0.294633	3.09
1	4671.0	-1.564291	0.262619	2.440966	3.126530	0.662077	0.545314	0.077813	-0.168831	0.060378	1.003383	2.729077	-1.862844	2.555579	1.219943	0.349580	-0.065665	0.486890	0.573029	0.370020	-0.360572	-0.004837	0.999926	0.517385	0.207972	-0.243298	0.249359	-0.201576	-0.141843	20.48
2	4674.0	-0.188350	0.536509	-0.135837	-2.155214	2.534992	3.100722	0.055191	0.755601	0.991696	-1.142836	0.691573	-2.734437	1.525915	1.649170	-0.165468	0.798883	-0.397791	0.283768	-0.509895	-0.067623	-0.230806	-0.625213	-0.105529	0.984059	-0.141539	0.725719	-0.080736	0.011974	0.77
3	4675.0	1.159078	-0.244250	-0.527587	0.654325	1.834024	4.130286	-0.938544	0.945693	2.026473	-0.535582	0.097640	-2.107512	1.386742	1.166194	-1.499487	-0.225184	0.395319	0.287203	0.262068	-0.023783	-0.297531	-0.495050	-0.152003	0.966858	0.810914	-0.314128	0.026137	0.018309	40.00
4	4677.0	1.016917	-0.232035	1.025815	0.642687	-1.051924	-0.941691	-0.184949	-0.314760	1.668168	-0.700404	1.142239	-1.259211	3.008861	1.068464	-0.446951	-0.106204	0.714585	-0.496389	-0.326241	0.165574	-0.108012	-0.096745	-0.026054	0.977872	0.180027	0.926807	-0.094154	0.028408	110.00
5	4678.0	-1.481555	0.510891	2.420264	-2.679108	-0.698882	-0.254295	0.465223	-0.174532	2.951448	-1.430712	1.126123	-1.566815	2.954371	0.493112	0.994288	-0.098732	0.021100	0.238207	-1.142658	0.305170	-0.020869	0.870761	-0.356607	0.112736	0.497919	-0.025026	0.421204	0.019824	98.71
6	4678.0	-1.830018	1.510567	1.628344	0.978657	0.098531	-0.604409	0.686008	-1.853954	1.756864	1.003938	0.995195	-2.737959	1.418480	0.997861	0.564345	-0.557581	0.405360	0.140776	0.191749	-0.542126	0.653698	-0.128608	0.045480	0.628291	-0.433655	-0.639219	-1.442354	-0.227161	25.00
7	4685.0	-0.750800	1.563125	2.063432	2.716429	0.435627	0.653888	0.444918	0.009700	0.054603	1.250554	2.435331	-2.489086	1.196605	1.696597	0.205417	-0.196216	0.641500	0.220215	0.569581	0.323139	-0.349819	-0.461343	0.079916	-0.104042	-0.521833	-0.097324	0.189158	0.005715	2.71
8	4686.0	-2.070312	-6.635808	-1.270792	-0.283630	-3.373696	-0.057756	1.311313	-0.503258	1.945326	-1.489183	1.787027	-1.544584	0.999426	1.791707	-1.151379	-2.326498	1.330861	2.262702	-0.142119	2.973540	0.617013	-1.180859	-1.625893	0.589204	-0.094614	-0.179494	-0.306830	0.307437	1769.69
9	4686.0	-0.883501	1.491270	1.375801	0.949456	0.454083	-0.747862	0.831740	-0.655080	1.130371	0.374986	0.704296	-2.275097	2.467728	1.192993	0.269512	-0.543340	0.356235	0.199996	0.220556	0.076475	-0.015802	0.384422	-0.239409	0.359834	-0.285818	-0.450497	-0.436825	0.018138	2.08

	Time	V1	V2	V3	V4	V5	V6	V7	V8	V9	V10	V11	V12	V13	V14	V15	V16	V17	V18	V19	V20	V21	V22	V23	V24	V25	V26	V27	V28	Amount
279747	172782.0	-0.241923	0.712247	0.399806	-0.463406	0.244531	-1.343668	0.929369	-0.206210	0.106234	-0.284708	-0.612982	-0.066655	-0.732987	0.237948	-0.293959	-0.245496	-0.174846	-0.891169	-0.290491	-0.139512	-0.228876	-0.514376	0.279598	0.371441	-0.559238	0.113144	0.131507	0.081265	5.49
279748	172782.0	0.219529	0.881246	-0.635891	0.960928	-0.152971	-1.014307	0.427126	0.121340	-0.285670	-0.111640	-1.109232	-0.453235	-1.046946	1.122674	1.243518	-1.431897	0.939328	-0.002373	2.894952	0.006666	0.099936	0.337120	0.251791	0.057688	-1.508368	0.144023	0.181205	0.215243	24.05
279749	172783.0	-1.775135	-0.004235	1.189786	0.331096	1.196063	5.519980	-1.518185	2.080825	1.159498	-0.594242	-1.264072	0.453596	-0.243142	-0.858719	-0.766554	-0.644646	0.447184	0.388721	0.792135	0.348176	0.103302	0.654850	-0.348929	0.745323	0.704545	-0.127579	0.454379	0.130308	79.99
279750	172784.0	2.039560	-0.175233	-1.196825	0.234580	-0.008713	-0.726571	0.017050	-0.118228	0.435402	0.267772	0.523316	0.559047	-0.834660	0.626211	-0.541494	0.225361	-0.605252	-0.163049	0.561695	-0.256922	-0.268048	-0.717211	0.297930	-0.359769	-0.315610	0.201114	-0.080826	-0.075071	2.68
279751	172785.0	0.120316	0.931005	-0.546012	-0.745097	1.130314	-0.235973	0.812722	0.115093	-0.204064	-0.657422	0.644837	0.190916	-0.546329	-0.731707	-0.808036	0.599628	0.070441	0.373110	0.128904	0.000676	-0.314205	-0.808520	0.050343	0.102800	-0.435870	0.124079	0.217940	0.068803	2.69
279752	172786.0	-11.881118	10.071785	-9.834783	-2.066656	-5.364473	-2.606837	-4.918215	7.305334	1.914428	4.356170	-1.593105	2.711941	-0.689256	4.626942	-0.924459	1.107641	1.991691	0.510632	-0.682920	1.475829	0.213454	0.111864	1.014480	-0.509348	1.436807	0.250034	0.943651	0.823731	0.77
279753	172787.0	-0.732789	-0.055080	2.035030	-0.738589	0.868229	1.058415	0.024330	0.294869	0.584800	-0.975926	-0.150189	0.915802	1.214756	-0.675143	1.164931	-0.711757	-0.025693	-1.221179	-1.545556	0.059616	0.214205	0.924384	0.012463	-1.016226	-0.606624	-0.395255	0.068472	-0.053527	24.79
279754	172788.0	1.919565	-0.301254	-3.249640	-0.557828	2.630515	3.031260	-0.296827	0.708417	0.432454	-0.484782	0.411614	0.063119	-0.183699	-0.510602	1.329284	0.140716	0.313502	0.395652	-0.577252	0.001396	0.232045	0.578229	-0.037501	0.640134	0.265745	-0.087371	0.004455	-0.026561	67.88
279755	172788.0	-0.240440	0.530483	0.702510	0.689799	-0.377961	0.623708	-0.686180	0.679145	0.392087	-0.399126	-1.933849	-0.962886	-1.042082	0.449624	1.962563	-0.608577	0.509928	1.113981	2.897849	0.127434	0.265245	0.800049	-0.163298	0.123205	-0.569159	0.546668	0.108821	0.104533	10.00
279756	172792.0	-0.533413	-0.189733	0.703337	-0.506271	-0.012546	-0.649617	1.577006	-0.414650	0.486180	-0.915427	-1.040458	-0.031513	-0.188093	-0.084316	0.041333	-0.302620	-0.660377	0.167430	-0.256117	0.382948	0.261057	0.643078	0.376777	0.008797	-0.473649	-0.818267	-0.002415	0.013649	217.00

Duplicate rows

Most frequently occurring

	Time	V1	V2	V3	V4	V5	V6	V7	V8	V9	V10	V11	V12	V13	V14	V15	V16	V17	V18	V19	V20	V21	V22	V23	V24	V25	V26	V27	V28	Amount	Class	# duplicates
696	163152.0	-1.203617	1.574009	2.889277	3.381404	1.538663	3.698747	0.560211	-0.150911	0.124136	4.220998	1.384569	-0.706897	-0.256274	-1.562583	1.692915	-0.787338	-0.226776	-0.412354	0.234322	1.385597	-0.366727	0.522223	-0.357329	-0.870174	-0.134166	0.327019	-0.042648	-0.855262	1.51	0	18
697	163152.0	-1.196037	1.585949	2.883976	3.378471	1.511706	3.717077	0.585362	-0.156001	0.122648	4.217934	1.385525	-0.709405	-0.256168	-1.564352	1.693218	-0.785210	-0.228008	-0.412833	0.234834	1.375790	-0.370294	0.524395	-0.355170	-0.869790	-0.133198	0.327804	-0.035702	-0.858197	7.56	0	18
119	43153.0	-2.086016	2.203265	1.654339	2.941050	-1.683045	0.529728	-1.352162	1.793449	-0.723686	0.600365	-0.982212	-0.551636	-1.337000	0.834403	1.251862	0.033455	1.067978	0.160510	0.213087	0.079002	0.216444	0.567241	-0.035345	0.370201	0.157378	0.440341	0.210230	0.090558	0.76	0	9
739	170731.0	2.033492	0.766969	-2.107555	3.631952	1.348594	-0.499907	0.945159	-0.286392	-1.370581	1.653073	-1.600434	-1.510901	-2.143280	1.189850	-0.875588	0.175808	-0.419433	-0.464717	-1.414528	-0.430560	0.241894	0.658545	-0.102644	0.580535	0.643637	0.347240	-0.116618	-0.078601	0.76	0	9
254	68207.0	-13.192671	12.785971	-9.906650	3.320337	-4.801176	5.760059	-18.750889	-37.353443	-0.391540	-5.052502	4.406806	-4.610756	-1.909488	-9.072711	-0.226074	-6.211557	-6.248145	-3.149247	0.051576	-3.493050	27.202839	-8.887017	5.303607	-0.639435	0.263203	-0.108877	1.269566	0.939407	1.00	1	6
223	64947.0	-6.378440	3.293830	1.730572	-1.586493	0.203319	0.213103	2.941403	-3.415646	7.938980	11.519106	3.022639	-0.778760	-1.140137	-5.798989	0.405939	-1.725896	-2.374682	-0.528987	-0.100571	2.954298	-1.610576	0.385227	-0.366595	0.479819	0.153885	-0.536129	-4.795220	-3.693525	5.96	0	5
224	64947.0	-6.373391	3.301783	1.727041	-1.588447	0.185362	0.225313	2.958156	-3.419036	7.937988	11.517065	3.023275	-0.780431	-1.140067	-5.800167	0.406141	-1.724479	-2.375503	-0.529306	-0.100230	2.947765	-1.612952	0.386673	-0.365157	0.480075	0.154530	-0.535606	-4.790593	-3.695480	9.99	0	5
225	64947.0	-6.370459	3.306401	1.724991	-1.589581	0.174936	0.232403	2.967884	-3.421005	7.937413	11.515880	3.023644	-0.781401	-1.140026	-5.800852	0.406259	-1.723657	-2.375979	-0.529492	-0.100033	2.943972	-1.614332	0.387513	-0.364322	0.480224	0.154904	-0.535302	-4.787907	-3.696616	12.33	0	5
226	64947.0	-6.342969	3.349697	1.705767	-1.600219	0.077178	0.298877	3.059092	-3.439462	7.932015	11.504768	3.027109	-0.790496	-1.139641	-5.807267	0.407360	-1.715942	-2.380449	-0.531228	-0.098178	2.908407	-1.627268	0.395387	-0.356491	0.481618	0.158414	-0.532454	-4.762716	-3.707261	34.27	0	5
227	64947.0	-6.327870	3.373477	1.695209	-1.606061	0.023487	0.335386	3.109186	-3.449599	7.929051	11.498665	3.029011	-0.795491	-1.139430	-5.810791	0.407965	-1.711705	-2.382903	-0.532182	-0.097159	2.888874	-1.634373	0.399711	-0.352190	0.482383	0.160342	-0.530889	-4.748881	-3.713108	46.32	0	5

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Interactions

Correlations

Missing values

Sample

Duplicate rows

Most frequently occurring